{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tJTHvE8Qe5nM"
   },
   "source": [
    "Let's explore how convolutions work by creating a basic convolution on a 2D Grey Scale image. First we can load the image by taking the 'ascent' image from scipy. It's a nice, built-in picture with lots of angles and lines. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DZ5OXYiolCUi"
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from scipy import misc\n",
    "i = misc.ascent()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SRIzxjWWfJjk"
   },
   "source": [
    "Next, we can use the pyplot library to draw the image so we know what it looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 526,
     "status": "ok",
     "timestamp": 1549559932128,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "R4p0cfWcfIvi",
    "outputId": "b9c159d5-4c47-43c2-9892-77dc51b66a7f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.grid(False)\n",
    "plt.gray()\n",
    "plt.axis('off')\n",
    "plt.imshow(i)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "C1mhZ_ZTfPWH"
   },
   "source": [
    "The image is stored as a numpy array, so we can create the transformed image by just copying that array. Let's also get the dimensions of the image so we can loop over it later. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "o5pxGq1SmJMD"
   },
   "outputs": [],
   "source": [
    "i_transformed = np.copy(i)\n",
    "size_x = i_transformed.shape[0]\n",
    "size_y = i_transformed.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Y7PwNkiXfddd"
   },
   "source": [
    "Now we can create a filter as a 3x3 array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "sN3imZannN5J"
   },
   "outputs": [],
   "source": [
    "# This filter detects edges nicely\n",
    "# It creates a convolution that only passes through sharp edges and straight\n",
    "# lines.\n",
    "\n",
    "#Experiment with different values for fun effects.\n",
    "#filter = [ [0, 1, 0], [1, -4, 1], [0, 1, 0]]\n",
    "\n",
    "# A couple more filters to try for fun!\n",
    "filter = [ [-1, -2, -1], [0, 0, 0], [1, 2, 1]]\n",
    "#filter = [ [-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]\n",
    "\n",
    "# If all the digits in the filter don't add up to 0 or 1, you \n",
    "# should probably do a weight to get it to do so\n",
    "# so, for example, if your weights are 1,1,1 1,2,1 1,1,1\n",
    "# They add up to 10, so you would set a weight of .1 if you want to normalize them\n",
    "weight  = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JQmm_iBufmCz"
   },
   "source": [
    "Now let's create a convolution. We will iterate over the image, leaving a 1 pixel margin, and multiply out each of the neighbors of the current pixel by the value defined in the filter. \n",
    "\n",
    "i.e. the current pixel's neighbor above it and to the left will be multiplied by the top left item in the filter etc. etc. We'll then multiply the result by the weight, and then ensure the result is in the range 0-255\n",
    "\n",
    "Finally we'll load the new value into the transformed image. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "299uU2jAr90h"
   },
   "outputs": [],
   "source": [
    "for x in range(1,size_x-1):\n",
    "  for y in range(1,size_y-1):\n",
    "      convolution = 0.0\n",
    "      convolution = convolution + (i[x - 1, y-1] * filter[0][0])\n",
    "      convolution = convolution + (i[x, y-1] * filter[0][1])\n",
    "      convolution = convolution + (i[x + 1, y-1] * filter[0][2])\n",
    "      convolution = convolution + (i[x-1, y] * filter[1][0])\n",
    "      convolution = convolution + (i[x, y] * filter[1][1])\n",
    "      convolution = convolution + (i[x+1, y] * filter[1][2])\n",
    "      convolution = convolution + (i[x-1, y+1] * filter[2][0])\n",
    "      convolution = convolution + (i[x, y+1] * filter[2][1])\n",
    "      convolution = convolution + (i[x+1, y+1] * filter[2][2])\n",
    "      convolution = convolution * weight\n",
    "      if(convolution<0):\n",
    "        convolution=0\n",
    "      if(convolution>255):\n",
    "        convolution=255\n",
    "      i_transformed[x, y] = convolution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6XA--vgvgDEQ"
   },
   "source": [
    "Now we can plot the image to see the effect of the convolution!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 513,
     "status": "ok",
     "timestamp": 1549560067962,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "7oPhUPNhuGWC",
    "outputId": "727e7b3a-7299-4011-d5af-ff79b3312439"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the image. Note the size of the axes -- they are 512 by 512\n",
    "plt.gray()\n",
    "plt.grid(False)\n",
    "plt.imshow(i_transformed)\n",
    "#plt.axis('off')\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xF0FPplsgHNh"
   },
   "source": [
    "This code will show a (2, 2) pooling. The idea here is to iterate over the image, and look at the pixel and it's immediate neighbors to the right, beneath, and right-beneath. Take the largest of them and load it into the new image. Thus the new image will be 1/4 the size of the old -- with the dimensions on X and Y being halved by this process. You'll see that the features get maintained despite this compression!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 269
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 926,
     "status": "ok",
     "timestamp": 1549560073237,
     "user": {
      "displayName": "Laurence Moroney",
      "photoUrl": "https://lh3.googleusercontent.com/-RcxktLY-TBk/AAAAAAAAAAI/AAAAAAAAABY/b4V4dTIqmPI/s64/photo.jpg",
      "userId": "06401446828348966425"
     },
     "user_tz": 480
    },
    "id": "kDHjf-ehaBqm",
    "outputId": "0943f115-bc3e-4986-a28d-67eeba66c828"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_x = int(size_x/2)\n",
    "new_y = int(size_y/2)\n",
    "newImage = np.zeros((new_x, new_y))\n",
    "for x in range(0, size_x, 2):\n",
    "  for y in range(0, size_y, 2):\n",
    "    pixels = []\n",
    "    pixels.append(i_transformed[x, y])\n",
    "    pixels.append(i_transformed[x+1, y])\n",
    "    pixels.append(i_transformed[x, y+1])\n",
    "    pixels.append(i_transformed[x+1, y+1])\n",
    "    newImage[int(x/2),int(y/2)] = max(pixels)\n",
    "\n",
    "# Plot the image. Note the size of the axes -- now 256 pixels instead of 512\n",
    "plt.gray()\n",
    "plt.grid(False)\n",
    "plt.imshow(newImage)\n",
    "#plt.axis('off')\n",
    "plt.show()      \n",
    "    \n",
    "    "
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Convolutions Sidebar.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
